{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Machine Learning with Linear Regression\n",
    "\n",
    "This project is the first in a series of Machine Learning micro projects. These small projects demonstrate how we can use scikit-learn to create ML models in Python, dealing with a variety of datasets. \n",
    "\n",
    "For this project, we have a (fake) dataset from a (fake) Ecommerce company that sells clothing online but also has in-store style and clothing advice sessions. After their sessions, customers can go home and use a mobile app, or the store's website to make purchases. \n",
    "\n",
    "The company wants to decide whether to focus their efforts on their mobile app experience or their website, depending on which one of them has the greater impact.\n",
    "\n",
    "Let's try to answer their question."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data\n",
    "\n",
    "The dataset contains customer info, such as Email, Address, and their Avatar. But as this is a regression project, we'll deal with the numerical features we have: \n",
    "\n",
    "* Avg. Session Length: Average session of in-store style advice sessions.\n",
    "* Time on App: Average time spent on App in minutes\n",
    "* Time on Website: Average time spent on Website in minutes\n",
    "* Length of Membership: How many years the customer has been a member. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "customers = pd.read_csv('../data/Ecommerce Customers')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Email</th>\n",
       "      <th>Address</th>\n",
       "      <th>Avatar</th>\n",
       "      <th>Avg. Session Length</th>\n",
       "      <th>Time on App</th>\n",
       "      <th>Time on Website</th>\n",
       "      <th>Length of Membership</th>\n",
       "      <th>Yearly Amount Spent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>mstephenson@fernandez.com</td>\n",
       "      <td>835 Frank Tunnel\\nWrightmouth, MI 82180-9605</td>\n",
       "      <td>Violet</td>\n",
       "      <td>34.497268</td>\n",
       "      <td>12.655651</td>\n",
       "      <td>39.577668</td>\n",
       "      <td>4.082621</td>\n",
       "      <td>587.951054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>hduke@hotmail.com</td>\n",
       "      <td>4547 Archer Common\\nDiazchester, CA 06566-8576</td>\n",
       "      <td>DarkGreen</td>\n",
       "      <td>31.926272</td>\n",
       "      <td>11.109461</td>\n",
       "      <td>37.268959</td>\n",
       "      <td>2.664034</td>\n",
       "      <td>392.204933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>pallen@yahoo.com</td>\n",
       "      <td>24645 Valerie Unions Suite 582\\nCobbborough, D...</td>\n",
       "      <td>Bisque</td>\n",
       "      <td>33.000915</td>\n",
       "      <td>11.330278</td>\n",
       "      <td>37.110597</td>\n",
       "      <td>4.104543</td>\n",
       "      <td>487.547505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>riverarebecca@gmail.com</td>\n",
       "      <td>1414 David Throughway\\nPort Jason, OH 22070-1220</td>\n",
       "      <td>SaddleBrown</td>\n",
       "      <td>34.305557</td>\n",
       "      <td>13.717514</td>\n",
       "      <td>36.721283</td>\n",
       "      <td>3.120179</td>\n",
       "      <td>581.852344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>mstephens@davidson-herman.com</td>\n",
       "      <td>14023 Rodriguez Passage\\nPort Jacobville, PR 3...</td>\n",
       "      <td>MediumAquaMarine</td>\n",
       "      <td>33.330673</td>\n",
       "      <td>12.795189</td>\n",
       "      <td>37.536653</td>\n",
       "      <td>4.446308</td>\n",
       "      <td>599.406092</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           Email  \\\n",
       "0      mstephenson@fernandez.com   \n",
       "1              hduke@hotmail.com   \n",
       "2               pallen@yahoo.com   \n",
       "3        riverarebecca@gmail.com   \n",
       "4  mstephens@davidson-herman.com   \n",
       "\n",
       "                                             Address            Avatar  \\\n",
       "0       835 Frank Tunnel\\nWrightmouth, MI 82180-9605            Violet   \n",
       "1     4547 Archer Common\\nDiazchester, CA 06566-8576         DarkGreen   \n",
       "2  24645 Valerie Unions Suite 582\\nCobbborough, D...            Bisque   \n",
       "3   1414 David Throughway\\nPort Jason, OH 22070-1220       SaddleBrown   \n",
       "4  14023 Rodriguez Passage\\nPort Jacobville, PR 3...  MediumAquaMarine   \n",
       "\n",
       "   Avg. Session Length  Time on App  Time on Website  Length of Membership  \\\n",
       "0            34.497268    12.655651        39.577668              4.082621   \n",
       "1            31.926272    11.109461        37.268959              2.664034   \n",
       "2            33.000915    11.330278        37.110597              4.104543   \n",
       "3            34.305557    13.717514        36.721283              3.120179   \n",
       "4            33.330673    12.795189        37.536653              4.446308   \n",
       "\n",
       "   Yearly Amount Spent  \n",
       "0           587.951054  \n",
       "1           392.204933  \n",
       "2           487.547505  \n",
       "3           581.852344  \n",
       "4           599.406092  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "customers.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Avg. Session Length</th>\n",
       "      <th>Time on App</th>\n",
       "      <th>Time on Website</th>\n",
       "      <th>Length of Membership</th>\n",
       "      <th>Yearly Amount Spent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>500.000000</td>\n",
       "      <td>500.000000</td>\n",
       "      <td>500.000000</td>\n",
       "      <td>500.000000</td>\n",
       "      <td>500.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>33.053194</td>\n",
       "      <td>12.052488</td>\n",
       "      <td>37.060445</td>\n",
       "      <td>3.533462</td>\n",
       "      <td>499.314038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.992563</td>\n",
       "      <td>0.994216</td>\n",
       "      <td>1.010489</td>\n",
       "      <td>0.999278</td>\n",
       "      <td>79.314782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>29.532429</td>\n",
       "      <td>8.508152</td>\n",
       "      <td>33.913847</td>\n",
       "      <td>0.269901</td>\n",
       "      <td>256.670582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>32.341822</td>\n",
       "      <td>11.388153</td>\n",
       "      <td>36.349257</td>\n",
       "      <td>2.930450</td>\n",
       "      <td>445.038277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>33.082008</td>\n",
       "      <td>11.983231</td>\n",
       "      <td>37.069367</td>\n",
       "      <td>3.533975</td>\n",
       "      <td>498.887875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>33.711985</td>\n",
       "      <td>12.753850</td>\n",
       "      <td>37.716432</td>\n",
       "      <td>4.126502</td>\n",
       "      <td>549.313828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>36.139662</td>\n",
       "      <td>15.126994</td>\n",
       "      <td>40.005182</td>\n",
       "      <td>6.922689</td>\n",
       "      <td>765.518462</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Avg. Session Length  Time on App  Time on Website  \\\n",
       "count           500.000000   500.000000       500.000000   \n",
       "mean             33.053194    12.052488        37.060445   \n",
       "std               0.992563     0.994216         1.010489   \n",
       "min              29.532429     8.508152        33.913847   \n",
       "25%              32.341822    11.388153        36.349257   \n",
       "50%              33.082008    11.983231        37.069367   \n",
       "75%              33.711985    12.753850        37.716432   \n",
       "max              36.139662    15.126994        40.005182   \n",
       "\n",
       "       Length of Membership  Yearly Amount Spent  \n",
       "count            500.000000           500.000000  \n",
       "mean               3.533462           499.314038  \n",
       "std                0.999278            79.314782  \n",
       "min                0.269901           256.670582  \n",
       "25%                2.930450           445.038277  \n",
       "50%                3.533975           498.887875  \n",
       "75%                4.126502           549.313828  \n",
       "max                6.922689           765.518462  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "customers.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 500 entries, 0 to 499\n",
      "Data columns (total 8 columns):\n",
      " #   Column                Non-Null Count  Dtype  \n",
      "---  ------                --------------  -----  \n",
      " 0   Email                 500 non-null    object \n",
      " 1   Address               500 non-null    object \n",
      " 2   Avatar                500 non-null    object \n",
      " 3   Avg. Session Length   500 non-null    float64\n",
      " 4   Time on App           500 non-null    float64\n",
      " 5   Time on Website       500 non-null    float64\n",
      " 6   Length of Membership  500 non-null    float64\n",
      " 7   Yearly Amount Spent   500 non-null    float64\n",
      "dtypes: float64(5), object(3)\n",
      "memory usage: 31.4+ KB\n"
     ]
    }
   ],
   "source": [
    "customers.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exploratory Analysis\n",
    "\n",
    "Before we begin fitting a linear regression model on the data, let's try and eyeball it first.\n",
    "\n",
    "Visualising the relationship between time spent on Website and yearly spend."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x28c16fa00>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x=customers['Time on Website'],y=customers['Yearly Amount Spent'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualising the relationship between time spent on app, and yearly spend."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x28c4c6200>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x=customers['Time on App'],y=customers['Yearly Amount Spent'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Just from the above two visuals, we can conclude that there's a stronger correlation between time spent on app, and the yearly spend, than time spent on the website.\n",
    "\n",
    "Let's visualise the relationship between the different variables using a seaborn pairplot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x28c5f05b0>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x900 with 30 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(customers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Avg. Session Length</th>\n",
       "      <th>Time on App</th>\n",
       "      <th>Time on Website</th>\n",
       "      <th>Length of Membership</th>\n",
       "      <th>Yearly Amount Spent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Avg. Session Length</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.027826</td>\n",
       "      <td>-0.034987</td>\n",
       "      <td>0.060247</td>\n",
       "      <td>0.355088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Time on App</th>\n",
       "      <td>-0.027826</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.082388</td>\n",
       "      <td>0.029143</td>\n",
       "      <td>0.499328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Time on Website</th>\n",
       "      <td>-0.034987</td>\n",
       "      <td>0.082388</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.047582</td>\n",
       "      <td>-0.002641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Length of Membership</th>\n",
       "      <td>0.060247</td>\n",
       "      <td>0.029143</td>\n",
       "      <td>-0.047582</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.809084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yearly Amount Spent</th>\n",
       "      <td>0.355088</td>\n",
       "      <td>0.499328</td>\n",
       "      <td>-0.002641</td>\n",
       "      <td>0.809084</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      Avg. Session Length  Time on App  Time on Website  \\\n",
       "Avg. Session Length              1.000000    -0.027826        -0.034987   \n",
       "Time on App                     -0.027826     1.000000         0.082388   \n",
       "Time on Website                 -0.034987     0.082388         1.000000   \n",
       "Length of Membership             0.060247     0.029143        -0.047582   \n",
       "Yearly Amount Spent              0.355088     0.499328        -0.002641   \n",
       "\n",
       "                      Length of Membership  Yearly Amount Spent  \n",
       "Avg. Session Length               0.060247             0.355088  \n",
       "Time on App                       0.029143             0.499328  \n",
       "Time on Website                  -0.047582            -0.002641  \n",
       "Length of Membership              1.000000             0.809084  \n",
       "Yearly Amount Spent               0.809084             1.000000  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "customers.corr()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It looks like the length of membership is the feature that's the most (positively) correlated with yearly amount spent. This makes sense, as loyal customers are inclined to spend more.\n",
    "\n",
    "We can use seaborn the fit this on a linear plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x28d1948e0>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x='Length of Membership',y='Yearly Amount Spent',data=customers)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Splitting the Data\n",
    "\n",
    "We're going to split the data between training and test sets, in a 70:30 ratio."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Email', 'Address', 'Avatar', 'Avg. Session Length', 'Time on App',\n",
       "       'Time on Website', 'Length of Membership', 'Yearly Amount Spent'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "customers.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Selecting only the numerical features for training the model.\n",
    "X = customers[['Avg. Session Length', 'Time on App','Time on Website', 'Length of Membership']]\n",
    "y = customers['Yearly Amount Spent']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_test,X_train,y_test,y_train = train_test_split(X,y,test_size=0.3,random_state=101)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Training the Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LinearRegression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "lm = LinearRegression()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LinearRegression()"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lm.fit(X_train,y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Making Predictions\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "predictions = lm.predict(X_test) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "** Create a scatterplot of the real test values versus the predicted values. **"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To visualise the predictions, let's create a scatterplot between real and predicted values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x28eaaff40>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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5iLsPuPtAX1/f/H8CkTK5JZmax1y9ahkApz8+0+jTAc6lYr4zeFVTPk8EYqRlzGwp0OPu/xps/yHwX4FdwJ3AtuD7s8FLdgF/amZPULyReqosfSPSUHHy6P/njfd58eiphvVYL8lmepVPl5aJk3O/CPhxscKRRcD/dvefmtn/BZ40s7uAN4EtwfH/QLEM8jDFUsivJn7WIhFOxZh4dNZpWGAvVcLktY6ptFjN4O7ubwDrQva/B1wfst+BryVydiJ1uiSXjWzR2wylwL5vaHPLzkEE1M9dUmbrDWvmLGrRbO00OUq6l4K7pMpgf57brsnTW0wjNkw200suG37zVrNNpR2ot4x0rLCeMQA7RwuJ9lkP88CtxcqXysWvNdtU2oWCu3SkqJ4x52d6Gl4FA8y6URrVC16klRTcpSNFLVrdjMBeTrNNpV0p5y4dqZU3LRubzRdJhoK7dKRG3rRcviRDvsr7t0sPeJFqFNylrQyPFdi4bQ+XDT3Hxm17GB6b07kCKJY8ZnqSH0NnM73cd9OV7BvaHBngqwV+kXah4C5to7Jdb2k909URgb4RFTHl7QLCauZVDSOdQjdUpW2E3SQtX7h669MHZ/Zvffpg4gtX53PZWTdHS9uqhpFOpOAubaPWTdKpaeeeHQcwi9cgrB5RI3JVw0inUlpG2kbcm6RJB3athiRppOAubaNVfWH2DW1WYJfUUXCXtjHYn+eBW6+iAUUwkRrdg0akVZRzl5Yp9YZpZYveRvegEWkVBXdpicreMI3Ua8Ynsos4eXruQh6qWZe0UlpGWiKs7LFeSzK1//lmeozvbVnHfTddqZp16SoauUvDhLXkHezPMzxWSCQVc3rqbNXnc9kM9998pTo4Slcyb4Oc48DAgI+MjLT6NCRBUWmXbKaHM2edqenG/7s7su2zDf8MkVYys1F3Hwh7TiN3aYj7d70SmnaZrDHaTopy6dLtFNylLlGplspjJibn3rxsFuXSRRTcpQ5Rqx/B3JWJmq3XjLPuyqWLBBTcJbao1Y+27z40K5i2om79rDu/Uo5dZIZKISW2qMZelftbMeuzkYt3iHQiBXeJLSqAlvaXFtpo9qxP5dhF5lJwl9iqLV5RvtBGsxjq6CgSRTl3iW2wP8/Im+/z+AvHmHan14zbrin2O9+4bU9TWgmU5HNZ9g1tbtrniXQaBXepqrz0Mbckw28+PDOTdpl257H9R4HaC20kSWkYkdoU3CVSZeljWOMtBx7bf5TzMz0LnqCUzfRyfqYn9HNKt2hV6igSj4K7RIrb3MtZ+MzTfBC0gTltC7KZXuXVReqk4C6RGplq6TH4qy3rIwO2GnyJLIyCu4QaHivQY9awskZ3IgO2FqUWWTiVQsocpVx7I+vVNelIpLEU3GWOqFx7UvNOVe0i0ngK7jLHQici9Rh8ecMqMr1zfx0sX5LRzVGRJlBwl1mGxwqRI/S4qZQ//tQqHn/hWOiCHEsWL1JgF2mC2DdUzawXGAEK7v45M7sMeAJYAYwC/97dPzaz84AfAdcA7wG3u/uRxM9cElHZn/30x2eIyrSf/vhMzfdburiXnaOFyHx9Myc7iXSzeqplvg68CnwiePxd4EF3f8LM/gdwF/Bw8P2ku19uZncEx92e4DnLPFUG8k1r+9g5WpjVn72asMlF5bKZXjK9PVUX6tCNVJHmiJWWMbOVwGeBHwSPDdgMPB0c8igwGGzfEjwmeP764HhpofLGXk4xkD+2/2hi/WBKDbxOVQnsupEq0jxxc+7fB/4SKE1DXAFMuHvp7/TjQCmRmgeOAQTPnwqOn8XM7jazETMbGR8fn9/ZS2xhFTBJFTpmem1molG1kXmpyZiINF7N4G5mnwNOuPtokh/s7o+4+4C7D/T19SX51hIo9VdfPfTcvCtg8rksy5dkqh4zNe0zS+uFtQUu2TlaYHisMK/zEJH6xBm5bwRuNrMjFG+gbgYeAnJmVsrZrwRK/9cWgEsBgueXUbyxKk2UVH/1fUObue+mKyMDdknpRulgf54Hbr0qdDWm0pJ8ItJ4NYO7u9/r7ivdfTVwB7DH3b8E7AU+Hxx2J/BssL0reEzw/B73Ji/NI7GbflWTCf51lAJ2NeXpmMH+PGdVLSPSUgupc/8m8OdmdphiTv2Hwf4fAiuC/X8ODC3sFGU+kgii/+b8c+mYwf48uWx0eqbyRmmtJflEpLHqCu7u/s/u/rlg+w13v9bdL3f3L7j7R8H+D4PHlwfPv9GIE5fqkgiiExWlj/fffCWZnrnpli9vWDXnRmm1JflEpPE0QzWlqt3YjKvyF8Rgf57tX1hHPpedWb/0+7ev5zuDc1M2pVRO+bFqOyDSPGr5m1KlILp99yEKE5P0zqN976a1c6uY6mnHq9a9Iq2j4J5iYcF19dBzsV+/9zXNPxDpVErLdJklmfj/yVXZItK5NHLvAuU9ZeppBKHKFpHOpeCecqXJTKWa97hpd1W2iHQ2pWVSLu5kph5DlS0iKaKRe8rFzZuf9WKrARFJB43cUy5u3jyv/LpIqii4p1ycyUzKr4ukj9Iyba5y9aRS3/S4yiczla/AtPe18Xm/p4i0PwX3NlZZ6VKYmOTeZ14GqDvAK3iLdBelZdpYWKXL5NQ09+w4wMZte7TwhYhEUnBvY9UqXUqjeAV4EQmj4N7GalW6aGUjEYmi4N7G4lS6qP+LiITRDdU2Vtm2N0yuxuLVItKdNHJvc4P9efYNbY5c4k6r04pIGAX3DjExOVXXfhHpbkrLtEi9k5OiVlLqraeHr4h0DQX3FpjP5KSoJfLqXTpPRLqD0jItEDU5qVpZY1RjLzX8EpEwCu4tEFW+WK2sMawsUg2/RCSKgnsLRE1OqjZpabA/zwO3XqUFNUQkFuXcm6Dy5ummtX3sHC3MSs3EGYWrAZiIxKWRe4OVbp4WJiZxijdPd44WuO2avEbhItIwGrk3WNTN072vjWtZOxFpGI3cG2w+N09FRBZKwb3B5nPzVERkoRTcG0wljCLSCsq5xxRW8RJnHdKwNUy1ZqmINJp5G0xfHxgY8JGRkVafRqTKdgFhspleVbyISFOZ2ai7D4Q9p7RMDGEVL5W0KpKItBOlZSqEdWuMW9miChgRaRcK7mWiujUuy2Zi9U1XBYyItIuaaRkzO9/Mfm5mB83sFTP7drD/MjN7wcwOm9kOM1sc7D8veHw4eH51g3+GxERNODKj5lqmqoARkXYSJ+f+EbDZ3dcB64HPmNkG4LvAg+5+OXASuCs4/i7gZLD/weC4jhCVVpk4PTWnadeXN6xS+wARaVs10zJeLKf5TfAwE3w5sBn442D/o8D9wMPALcE2wNPA35iZeTuU5dRwSS4buhD1JbmsmnaJSEeJVS1jZr1mdgA4AfwMeB2YcPczwSHHgVLkywPHAILnTwErQt7zbjMbMbOR8fHxBf0QSdGEIxFJi1jB3d2n3X09sBK4Fli70A9290fcfcDdB/r6+hb6dolQz3QRSYu6qmXcfcLM9gLXATkzWxSMzlcCheCwAnApcNzMFgHLgPcSPOeGUvpFRNIgTrVMn5nlgu0s8AfAq8Be4PPBYXcCzwbbu4LHBM/vaXW+fXiswMZte7hs6Dk2btvD8Fih9otERDpYnJH7xcCjZtZL8ZfBk+7+EzP7BfCEmX0HGAN+GBz/Q+B/mtlh4H3gjgacd2xRteuARugiklpxqmVeAvpD9r9BMf9euf9D4AuJnF0VYTNJw4J1VO369t2HFNxFJLU6coZqrdF4eeCPygfVahUQ95eHiEg76sjgXm00DtTs4AjVWwUolSMina4ju0JWW7ouTgfHWrXrtX55iIi0u44M7tWWrquWbolbu651T0Wk03VkcK82kzQq8OdzWX617bPsG9pcM7WidU9FpNN1ZHCvNpM0iRYCakMgIp2uI2+oQvRM0iTWLNW6pyLS6bSGqohIh9IaqiIiXUbBXUQkhRTcRURSSMFdRCSFFNxFRFKoLaplzGwceLPV5xHiQuDXrT6JNqDrUKTrUKTrcE6rr8Vvu3voUnZtEdzblZmNRJUZdRNdhyJdhyJdh3Pa+VooLSMikkIK7iIiKaTgXt0jrT6BNqHrUKTrUKTrcE7bXgvl3EVEUkgjdxGRFFJwFxFJoa4N7mZ2vpn93MwOmtkrZvbtYP9lZvaCmR02sx1mtjjYf17w+HDw/OqW/gAJM7NeMxszs58Ej7v1Ohwxs5fN7ICZjQT7LjCzn5nZL4Pvy4P9ZmZ/HVyLl8zs6taefXLMLGdmT5vZa2b2qpld123XwczWBP8OSl//Ymb3dMp16NrgDnwEbHb3dcB64DNmtgH4LvCgu18OnATuCo6/CzgZ7H8wOC5Nvg68Wva4W68DwCZ3X19WvzwEPO/uVwDPB48BbgSuCL7uBh5u+pk2zkPAT919LbCO4r+NrroO7n4o+HewHrgGOA38mE65Du7e9V/AEuBF4FMUZ5stCvZfB+wOtncD1wXbi4LjrNXnntDPv5LiP9LNwE8oLjfbddch+JmOABdW7DsEXBxsXwwcCrb/Fvhi2HGd/AUsA35V+d+1265Dxc/+h8C+TroO3TxyL6UiDgAngJ8BrwMT7n4mOOQ4UFp+KQ8cAwiePwWsaOoJN873gb8EzgaPV9Cd1wHAgX80s1EzuzvYd5G7vx1svwNcFGzPXItA+XXqZJcB48DfBam6H5jZUrrvOpS7A3g82O6I69DVwd3dp734J9dK4FpgbWvPqPnM7HPACXcfbfW5tInfc/erKf6J/TUz+3T5k14ckqW9fngRcDXwsLv3Ax9wLvUAdM11ACC433Qz8FTlc+18Hbo6uJe4+wSwl2L6IWdmpbVlVwKFYLsAXAoQPL8MeK+5Z9oQG4GbzewI8ATF1MxDdN91AMDdC8H3ExTzq9cC75rZxQDB9xPB4TPXIlB+nTrZceC4u78QPH6aYrDvtutQciPworu/GzzuiOvQtcHdzPrMLBdsZ4E/oHjTaC/w+eCwO4Fng+1dwWOC5/cEv7U7mrvf6+4r3X01xT8997j7l+iy6wBgZkvN7LdK2xTzrP+P2T9z5bX4k6BKYgNwquzP9Y7l7u8Ax8xsTbDreuAXdNl1KPNFzqVkoFOuQ6tvVLTqC/hdYAx4ieL/wP8l2P9J4OfAYYp/hp0X7D8/eHw4eP6Trf4ZGnBNfh/4Sbdeh+BnPhh8vQL852D/Coo3nH8J/BNwQbDfgP9O8V7Ny8BAq3+GBK/FemAk+P9jGFjepddhKcW/TJeV7euI66D2AyIiKdS1aRkRkTRTcBcRSSEFdxGRFFJwFxFJIQV3EZEUUnAXEUkhBXcRkRT6/9fOMdlYQIWrAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(y_test,predictions)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Nice, it looks like our model performs fairly well, as the our predictions and real values fit linearly without much variation."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Evaluation and Understanding Results\n",
    "\n",
    "But there's a standard way to evaluate linear regression models. Let's calculate the residual sum of squares."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAE: 8.277224105585324\n",
      "MSE: 109.36337929836611\n",
      "RMSE: 10.457694741116041\n"
     ]
    }
   ],
   "source": [
    "print('MAE:',metrics.mean_absolute_error(y_test,predictions))\n",
    "print('MSE:',metrics.mean_squared_error(y_test,predictions))\n",
    "print('RMSE:',np.sqrt(metrics.mean_squared_error(y_test,predictions)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's try to interpret the coefficients for the variables."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Coefficient</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Avg. Session Length</th>\n",
       "      <td>25.114639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Time on App</th>\n",
       "      <td>39.022188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Time on Website</th>\n",
       "      <td>0.767136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Length of Membership</th>\n",
       "      <td>62.247287</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      Coefficient\n",
       "Avg. Session Length     25.114639\n",
       "Time on App             39.022188\n",
       "Time on Website          0.767136\n",
       "Length of Membership    62.247287"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cust_coeff = pd.DataFrame(lm.coef_,X.columns)\n",
    "cust_coeff.columns = ['Coefficient']\n",
    "cust_coeff"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What the coefficients mean, is that, assuming all other features stay fixed,\n",
    "\n",
    "- 1 unit increase in the Avg. Session Length leads to an approximate \\$25 increase in yearly spend.\n",
    "- 1 unit increase in the Time on App leads to an approximate \\$39 increase in yearly spend.\n",
    "- 1 unit increase in the Time on Website leads to an approximate \\$0.77 increase in yearly spend.\n",
    "- 1 unit increase in the Length of Membership leads to an approximate \\$62 increase in yearly spend.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## App or Website? \n",
    "\n",
    "**So should the company focus more on their mobile app or on their website?**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Between the two, the mobile app seems to be doing better than the website, as we see a greater increase in the Yearly amount spent with an increase in the time spent on the app (as opposed to the marginal increase on with time on website). So there are two ways to approach the problem:\n",
    "\n",
    "- The company either focuses on the website to have it catch up in terms of the mobile app. Or,\n",
    "- They can focus on the mobile app, to maximise the benefits.\n",
    "\n",
    "What we could also explore is the relationship between length of membership, and the time on app or website, as the length of membership seems to be more important for yearly spend."
   ]
  }
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